{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import tensorflow as tf\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'2.0.0'"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tf.__version__"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tf.test.is_gpu_available()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['yorkshire_terrier_95.png',\n",
       " 'yorkshire_terrier_96.png',\n",
       " 'yorkshire_terrier_97.png',\n",
       " 'yorkshire_terrier_98.png',\n",
       " 'yorkshire_terrier_99.png']"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "os.listdir('./annotations/trimaps')[-5:]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "img = tf.io.read_file('./annotations/trimaps/yorkshire_terrier_99.png')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "img = tf.image.decode_png(img)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "TensorShape([358, 500, 1])"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "img.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "img = tf.squeeze(img)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "TensorShape([358, 500])"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "img.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(img.numpy())\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "3"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "img.numpy().max()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "img.numpy().min()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([1, 2, 3], dtype=uint8)"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.unique(img.numpy())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "img = tf.io.read_file('./images/yorkshire_terrier_99.jpg')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "img = tf.image.decode_png(img)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "TensorShape([358, 500, 3])"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "img.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(img.numpy())\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "import glob"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "images = glob.glob('./images/*.jpg')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['./images\\\\Abyssinian_1.jpg',\n",
       " './images\\\\Abyssinian_10.jpg',\n",
       " './images\\\\Abyssinian_100.jpg',\n",
       " './images\\\\Abyssinian_101.jpg',\n",
       " './images\\\\Abyssinian_102.jpg']"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "images[:5]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "7390"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(images)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "images.sort(key=lambda x: x.split('/')[-1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['./images\\\\Abyssinian_1.jpg',\n",
       " './images\\\\Abyssinian_10.jpg',\n",
       " './images\\\\Abyssinian_100.jpg',\n",
       " './images\\\\Abyssinian_101.jpg',\n",
       " './images\\\\Abyssinian_102.jpg']"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "images[:5]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['./images\\\\yorkshire_terrier_95.jpg',\n",
       " './images\\\\yorkshire_terrier_96.jpg',\n",
       " './images\\\\yorkshire_terrier_97.jpg',\n",
       " './images\\\\yorkshire_terrier_98.jpg',\n",
       " './images\\\\yorkshire_terrier_99.jpg']"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "images[-5:]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "annotations = glob.glob('./annotations/trimaps/*.png')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['./annotations/trimaps\\\\Abyssinian_1.png',\n",
       " './annotations/trimaps\\\\Abyssinian_10.png',\n",
       " './annotations/trimaps\\\\Abyssinian_100.png',\n",
       " './annotations/trimaps\\\\Abyssinian_101.png',\n",
       " './annotations/trimaps\\\\Abyssinian_102.png']"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "annotations[:5]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "7390"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(annotations)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "annotations.sort(key=lambda x: x.split('/')[-1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['./annotations/trimaps\\\\Abyssinian_1.png',\n",
       " './annotations/trimaps\\\\Abyssinian_10.png',\n",
       " './annotations/trimaps\\\\Abyssinian_100.png',\n",
       " './annotations/trimaps\\\\Abyssinian_101.png',\n",
       " './annotations/trimaps\\\\Abyssinian_102.png']"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "annotations[:5]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['./annotations/trimaps\\\\yorkshire_terrier_95.png',\n",
       " './annotations/trimaps\\\\yorkshire_terrier_96.png',\n",
       " './annotations/trimaps\\\\yorkshire_terrier_97.png',\n",
       " './annotations/trimaps\\\\yorkshire_terrier_98.png',\n",
       " './annotations/trimaps\\\\yorkshire_terrier_99.png']"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "annotations[-5:]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(7390, 7390)"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(images), len(annotations)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [],
   "source": [
    "np.random.seed(2019)\n",
    "index = np.random.permutation(len(images))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [],
   "source": [
    "images = np.array(images)[index]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['./images\\\\newfoundland_22.jpg',\n",
       "       './images\\\\scottish_terrier_12.jpg',\n",
       "       './images\\\\miniature_pinscher_155.jpg',\n",
       "       './images\\\\samoyed_106.jpg', './images\\\\great_pyrenees_38.jpg'],\n",
       "      dtype='<U43')"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "images[:5]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [],
   "source": [
    "anno = np.array(annotations)[index]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['./annotations/trimaps\\\\newfoundland_22.png',\n",
       "       './annotations/trimaps\\\\scottish_terrier_12.png',\n",
       "       './annotations/trimaps\\\\miniature_pinscher_155.png',\n",
       "       './annotations/trimaps\\\\samoyed_106.png',\n",
       "       './annotations/trimaps\\\\great_pyrenees_38.png'], dtype='<U56')"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "anno[:5]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [],
   "source": [
    "dataset = tf.data.Dataset.from_tensor_slices((images, anno))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [],
   "source": [
    "test_count = int(len(images)*0.2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1478"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "test_count"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [],
   "source": [
    "train_count = len(images) - test_count"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [],
   "source": [
    "dataset_train = dataset.skip(test_count)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [],
   "source": [
    "dataset_test = dataset.take(test_count)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [],
   "source": [
    "def read_jpg(path):\n",
    "    img = tf.io.read_file(path)\n",
    "    img = tf.image.decode_jpeg(img, channels=3)\n",
    "    return img"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [],
   "source": [
    "def read_png(path):\n",
    "    img = tf.io.read_file(path)\n",
    "    img = tf.image.decode_png(img, channels=1)\n",
    "    return img"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [],
   "source": [
    "def normalize(input_image, input_mask):\n",
    "    input_image = tf.cast(input_image, tf.float32)/127.5 - 1\n",
    "    input_mask -= 1\n",
    "    return input_image, input_mask"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [],
   "source": [
    "def load_image(input_image_path, input_mask_path):\n",
    "    input_image = read_jpg(input_image_path)\n",
    "    input_mask = read_png(input_mask_path)\n",
    "    input_image = tf.image.resize(input_image, (224, 224))\n",
    "    input_mask = tf.image.resize(input_mask, (224, 224))\n",
    "\n",
    "    input_image, input_mask = normalize(input_image, input_mask)\n",
    "\n",
    "    return input_image, input_mask"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [],
   "source": [
    "BATCH_SIZE = 8\n",
    "BUFFER_SIZE = 100\n",
    "STEPS_PER_EPOCH = train_count // BATCH_SIZE\n",
    "VALIDATION_STEPS = test_count // BATCH_SIZE"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [],
   "source": [
    "train = dataset_train.map(load_image, num_parallel_calls=tf.data.experimental.AUTOTUNE)\n",
    "test = dataset_test.map(load_image)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [],
   "source": [
    "train_dataset = train.cache().shuffle(BUFFER_SIZE).batch(BATCH_SIZE).repeat()\n",
    "train_dataset = train_dataset.prefetch(buffer_size=tf.data.experimental.AUTOTUNE)\n",
    "test_dataset = test.batch(BATCH_SIZE)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<PrefetchDataset shapes: ((None, 224, 224, 3), (None, 224, 224, 1)), types: (tf.float32, tf.float32)>"
      ]
     },
     "execution_count": 52,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train_dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "for img, musk in train_dataset.take(1):\n",
    "    plt.subplot(1,2,1)\n",
    "    plt.imshow(tf.keras.preprocessing.image.array_to_img(img[0]))\n",
    "    plt.subplot(1,2,2)\n",
    "    plt.imshow(tf.keras.preprocessing.image.array_to_img(musk[0]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [],
   "source": [
    "covn_base = tf.keras.applications.VGG16(weights='imagenet', \n",
    "                                        input_shape=(224, 224, 3),\n",
    "                                        include_top=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Model: \"vgg16\"\n",
      "_________________________________________________________________\n",
      "Layer (type)                 Output Shape              Param #   \n",
      "=================================================================\n",
      "input_1 (InputLayer)         [(None, 224, 224, 3)]     0         \n",
      "_________________________________________________________________\n",
      "block1_conv1 (Conv2D)        (None, 224, 224, 64)      1792      \n",
      "_________________________________________________________________\n",
      "block1_conv2 (Conv2D)        (None, 224, 224, 64)      36928     \n",
      "_________________________________________________________________\n",
      "block1_pool (MaxPooling2D)   (None, 112, 112, 64)      0         \n",
      "_________________________________________________________________\n",
      "block2_conv1 (Conv2D)        (None, 112, 112, 128)     73856     \n",
      "_________________________________________________________________\n",
      "block2_conv2 (Conv2D)        (None, 112, 112, 128)     147584    \n",
      "_________________________________________________________________\n",
      "block2_pool (MaxPooling2D)   (None, 56, 56, 128)       0         \n",
      "_________________________________________________________________\n",
      "block3_conv1 (Conv2D)        (None, 56, 56, 256)       295168    \n",
      "_________________________________________________________________\n",
      "block3_conv2 (Conv2D)        (None, 56, 56, 256)       590080    \n",
      "_________________________________________________________________\n",
      "block3_conv3 (Conv2D)        (None, 56, 56, 256)       590080    \n",
      "_________________________________________________________________\n",
      "block3_pool (MaxPooling2D)   (None, 28, 28, 256)       0         \n",
      "_________________________________________________________________\n",
      "block4_conv1 (Conv2D)        (None, 28, 28, 512)       1180160   \n",
      "_________________________________________________________________\n",
      "block4_conv2 (Conv2D)        (None, 28, 28, 512)       2359808   \n",
      "_________________________________________________________________\n",
      "block4_conv3 (Conv2D)        (None, 28, 28, 512)       2359808   \n",
      "_________________________________________________________________\n",
      "block4_pool (MaxPooling2D)   (None, 14, 14, 512)       0         \n",
      "_________________________________________________________________\n",
      "block5_conv1 (Conv2D)        (None, 14, 14, 512)       2359808   \n",
      "_________________________________________________________________\n",
      "block5_conv2 (Conv2D)        (None, 14, 14, 512)       2359808   \n",
      "_________________________________________________________________\n",
      "block5_conv3 (Conv2D)        (None, 14, 14, 512)       2359808   \n",
      "_________________________________________________________________\n",
      "block5_pool (MaxPooling2D)   (None, 7, 7, 512)         0         \n",
      "=================================================================\n",
      "Total params: 14,714,688\n",
      "Trainable params: 14,714,688\n",
      "Non-trainable params: 0\n",
      "_________________________________________________________________\n"
     ]
    }
   ],
   "source": [
    "covn_base.summary()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [],
   "source": [
    "layer_names = [\n",
    "    'block5_conv3',   # 14x14\n",
    "    'block4_conv3',   # 28x28\n",
    "    'block3_conv3',   # 56x56\n",
    "    'block5_pool',\n",
    "]\n",
    "layers = [covn_base.get_layer(name).output for name in layer_names]\n",
    "\n",
    "# 创建特征提取模型\n",
    "down_stack = tf.keras.Model(inputs=covn_base.input, outputs=layers)\n",
    "\n",
    "down_stack.trainable = False"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [],
   "source": [
    "inputs = tf.keras.layers.Input(shape=(224, 224, 3))\n",
    "o1, o2, o3, x = down_stack(inputs)\n",
    "x1 = tf.keras.layers.Conv2DTranspose(512, 3, padding='same', \n",
    "                                     strides=2, activation='relu')(x)  # 14*14\n",
    "x1 = tf.keras.layers.Conv2D(512, 3, padding='same', activation='relu')(x1)  # 14*14\n",
    "c1 = tf.add(o1, x1)    # 14*14\n",
    "x2 = tf.keras.layers.Conv2DTranspose(512, 3, padding='same', \n",
    "                                     strides=2, activation='relu')(c1)  # 14*14\n",
    "x2 = tf.keras.layers.Conv2D(512, 3, padding='same', activation='relu')(x2)  # 14*14\n",
    "c2 = tf.add(o2, x2)\n",
    "x3 = tf.keras.layers.Conv2DTranspose(256, 3, padding='same', \n",
    "                                     strides=2, activation='relu')(c2)  # 14*14\n",
    "x3 = tf.keras.layers.Conv2D(256, 3, padding='same', activation='relu')(x3)  # 14*14\n",
    "c3 = tf.add(o3, x3)\n",
    "\n",
    "x4 = tf.keras.layers.Conv2DTranspose(128, 3, padding='same', \n",
    "                                     strides=2, activation='relu')(c3)  # 14*14\n",
    "x4 = tf.keras.layers.Conv2D(128, 3, padding='same', activation='relu')(x4)  # 14*14\n",
    "\n",
    "predictions = tf.keras.layers.Conv2DTranspose(3, 3, padding='same', \n",
    "                                     strides=2, activation='softmax')(x4)\n",
    "\n",
    "model = tf.keras.models.Model(inputs=inputs, outputs=predictions)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Model: \"model_1\"\n",
      "__________________________________________________________________________________________________\n",
      "Layer (type)                    Output Shape         Param #     Connected to                     \n",
      "==================================================================================================\n",
      "input_2 (InputLayer)            [(None, 224, 224, 3) 0                                            \n",
      "__________________________________________________________________________________________________\n",
      "model (Model)                   [(None, 14, 14, 512) 14714688    input_2[0][0]                    \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_transpose (Conv2DTranspo (None, 14, 14, 512)  2359808     model[1][3]                      \n",
      "__________________________________________________________________________________________________\n",
      "conv2d (Conv2D)                 (None, 14, 14, 512)  2359808     conv2d_transpose[0][0]           \n",
      "__________________________________________________________________________________________________\n",
      "tf_op_layer_Add (TensorFlowOpLa [(None, 14, 14, 512) 0           model[1][0]                      \n",
      "                                                                 conv2d[0][0]                     \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_transpose_1 (Conv2DTrans (None, 28, 28, 512)  2359808     tf_op_layer_Add[0][0]            \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_1 (Conv2D)               (None, 28, 28, 512)  2359808     conv2d_transpose_1[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "tf_op_layer_Add_1 (TensorFlowOp [(None, 28, 28, 512) 0           model[1][1]                      \n",
      "                                                                 conv2d_1[0][0]                   \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_transpose_2 (Conv2DTrans (None, 56, 56, 256)  1179904     tf_op_layer_Add_1[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_2 (Conv2D)               (None, 56, 56, 256)  590080      conv2d_transpose_2[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "tf_op_layer_Add_2 (TensorFlowOp [(None, 56, 56, 256) 0           model[1][2]                      \n",
      "                                                                 conv2d_2[0][0]                   \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_transpose_3 (Conv2DTrans (None, 112, 112, 128 295040      tf_op_layer_Add_2[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_3 (Conv2D)               (None, 112, 112, 128 147584      conv2d_transpose_3[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_transpose_4 (Conv2DTrans (None, 224, 224, 3)  3459        conv2d_3[0][0]                   \n",
      "==================================================================================================\n",
      "Total params: 26,369,987\n",
      "Trainable params: 11,655,299\n",
      "Non-trainable params: 14,714,688\n",
      "__________________________________________________________________________________________________\n"
     ]
    }
   ],
   "source": [
    "model.summary()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {},
   "outputs": [],
   "source": [
    "model.compile(optimizer='adam', \n",
    "              loss='sparse_categorical_crossentropy',\n",
    "              metrics=['accuracy'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {},
   "outputs": [],
   "source": [
    "EPOCHS = 20"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Train for 739 steps, validate for 184 steps\n",
      "Epoch 1/20\n",
      "739/739 [==============================] - 899s 1s/step - loss: 0.3392 - accuracy: 0.8641 - val_loss: 0.2752 - val_accuracy: 0.8935\n",
      "Epoch 2/20\n",
      "739/739 [==============================] - 876s 1s/step - loss: 0.2576 - accuracy: 0.8959 - val_loss: 0.2647 - val_accuracy: 0.8950\n",
      "Epoch 3/20\n",
      "739/739 [==============================] - 877s 1s/step - loss: 0.2349 - accuracy: 0.9044 - val_loss: 0.2558 - val_accuracy: 0.9017\n",
      "Epoch 4/20\n",
      "739/739 [==============================] - 880s 1s/step - loss: 0.2156 - accuracy: 0.9108 - val_loss: 0.2552 - val_accuracy: 0.9027\n",
      "Epoch 5/20\n",
      "739/739 [==============================] - 871s 1s/step - loss: 0.2007 - accuracy: 0.9164 - val_loss: 0.2620 - val_accuracy: 0.9023\n",
      "Epoch 6/20\n",
      "739/739 [==============================] - 871s 1s/step - loss: 0.1858 - accuracy: 0.9216 - val_loss: 0.2649 - val_accuracy: 0.9028\n",
      "Epoch 7/20\n",
      "739/739 [==============================] - 872s 1s/step - loss: 0.1737 - accuracy: 0.9258 - val_loss: 0.2754 - val_accuracy: 0.9027\n",
      "Epoch 8/20\n",
      "739/739 [==============================] - 868s 1s/step - loss: 0.1639 - accuracy: 0.9292 - val_loss: 0.2973 - val_accuracy: 0.9039\n",
      "Epoch 9/20\n",
      "739/739 [==============================] - 869s 1s/step - loss: 0.1525 - accuracy: 0.9333 - val_loss: 0.2843 - val_accuracy: 0.9032\n",
      "Epoch 10/20\n",
      "739/739 [==============================] - 865s 1s/step - loss: 0.1443 - accuracy: 0.9362 - val_loss: 0.2984 - val_accuracy: 0.9038\n",
      "Epoch 11/20\n",
      "739/739 [==============================] - 875s 1s/step - loss: 0.1355 - accuracy: 0.9393 - val_loss: 0.3312 - val_accuracy: 0.9030\n",
      "Epoch 12/20\n",
      "739/739 [==============================] - 867s 1s/step - loss: 0.1308 - accuracy: 0.9411 - val_loss: 0.3181 - val_accuracy: 0.9035\n",
      "Epoch 13/20\n",
      "739/739 [==============================] - 863s 1s/step - loss: 0.1227 - accuracy: 0.9440 - val_loss: 0.3567 - val_accuracy: 0.9020\n",
      "Epoch 14/20\n",
      "739/739 [==============================] - 865s 1s/step - loss: 0.1167 - accuracy: 0.9464 - val_loss: 0.3495 - val_accuracy: 0.9031\n",
      "Epoch 15/20\n",
      "739/739 [==============================] - 860s 1s/step - loss: 0.1092 - accuracy: 0.9493 - val_loss: 0.3754 - val_accuracy: 0.9013\n",
      "Epoch 16/20\n",
      "739/739 [==============================] - 866s 1s/step - loss: 0.1050 - accuracy: 0.9509 - val_loss: 0.3678 - val_accuracy: 0.9018\n",
      "Epoch 17/20\n",
      "739/739 [==============================] - 865s 1s/step - loss: 0.1015 - accuracy: 0.9523 - val_loss: 0.3859 - val_accuracy: 0.9012\n",
      "Epoch 18/20\n",
      "739/739 [==============================] - 862s 1s/step - loss: 0.0962 - accuracy: 0.9544 - val_loss: 0.4162 - val_accuracy: 0.9002\n",
      "Epoch 19/20\n",
      "739/739 [==============================] - 864s 1s/step - loss: 0.0960 - accuracy: 0.9546 - val_loss: 0.3832 - val_accuracy: 0.9004\n",
      "Epoch 20/20\n",
      "739/739 [==============================] - 865s 1s/step - loss: 0.0880 - accuracy: 0.9576 - val_loss: 0.4141 - val_accuracy: 0.9006\n"
     ]
    }
   ],
   "source": [
    "history = model.fit(train_dataset, \n",
    "                          epochs=EPOCHS,\n",
    "                          steps_per_epoch=STEPS_PER_EPOCH,\n",
    "                          validation_steps=VALIDATION_STEPS,\n",
    "                          validation_data=test_dataset)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "loss = history.history['loss']\n",
    "val_loss = history.history['val_loss']\n",
    "\n",
    "epochs = range(EPOCHS)\n",
    "\n",
    "plt.figure()\n",
    "plt.plot(epochs, loss, 'r', label='Training loss')\n",
    "plt.plot(epochs, val_loss, 'bo', label='Validation loss')\n",
    "plt.title('Training and Validation Loss')\n",
    "plt.xlabel('Epoch')\n",
    "plt.ylabel('Loss Value')\n",
    "plt.ylim([0, 1])\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {},
   "outputs": [],
   "source": [
    "num = 3"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x720 with 9 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "for image, mask in test_dataset.take(1):\n",
    "    pred_mask = model.predict(image)\n",
    "    pred_mask = tf.argmax(pred_mask, axis=-1)\n",
    "    pred_mask = pred_mask[..., tf.newaxis]\n",
    "    \n",
    "    plt.figure(figsize=(10, 10))\n",
    "    for i in range(num):\n",
    "        plt.subplot(num, 3, i*num+1)\n",
    "        plt.imshow(tf.keras.preprocessing.image.array_to_img(image[i]))\n",
    "        plt.subplot(num, 3, i*num+2)\n",
    "        plt.imshow(tf.keras.preprocessing.image.array_to_img(mask[i]))\n",
    "        plt.subplot(num, 3, i*num+3)\n",
    "        plt.imshow(tf.keras.preprocessing.image.array_to_img(pred_mask[i]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x720 with 9 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "for image, mask in train_dataset.take(1):\n",
    "    pred_mask = model.predict(image)\n",
    "    pred_mask = tf.argmax(pred_mask, axis=-1)\n",
    "    pred_mask = pred_mask[..., tf.newaxis]\n",
    "    \n",
    "    plt.figure(figsize=(10, 10))\n",
    "    for i in range(num):\n",
    "        plt.subplot(num, 3, i*num+1)\n",
    "        plt.imshow(tf.keras.preprocessing.image.array_to_img(image[i]))\n",
    "        plt.subplot(num, 3, i*num+2)\n",
    "        plt.imshow(tf.keras.preprocessing.image.array_to_img(mask[i]))\n",
    "        plt.subplot(num, 3, i*num+3)\n",
    "        plt.imshow(tf.keras.preprocessing.image.array_to_img(pred_mask[i]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {},
   "outputs": [],
   "source": [
    "model.save('fcn.h5')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}
